Intelligent Method for Corrosion Detection and Quantification in Aircraft Lap Joints Using Pulsed Eddy Current

IF 0.5 4区 材料科学 Q4 MATERIALS SCIENCE, CHARACTERIZATION & TESTING
M. Safizadeh, M. R. Malekan
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引用次数: 0

Abstract

Nondestructive evaluation using pulsed eddy current (PEC) has remarkable capabilities for the detection and characterization of hidden corrosion in multilayer structures. Previous works proposed maximum peak value, time-to-peak, and time-to-zero crossing of PEC signals for hidden corrosion detection. In practice, there are two important noise sources: probe liftoff and interlayer gap. These noise sources disable the aforementioned components in defect detection and classification. This paper delivers a new intelligent method for detection and classification of corrosion defects in two-layer structures at the presence of gap and liftoff. Application independent component analysis and principal component analysis to PEC signals for features extraction and Fisher’s linear discriminant method for classification provide an automatic material loss characterization in multilayer structures. Comparing the results with conventional methods based on PEC signals shows the importance of post-processing methods in the detection and quantification of corrosion.
利用脉冲涡流进行飞机搭接处腐蚀检测和定量的智能方法
利用脉冲涡流(PEC)进行无损评估,对多层结构中的隐性腐蚀进行检测和表征具有显著的功能。之前的研究提出了用于隐性腐蚀检测的脉冲涡流信号的最大峰值、时间-峰值和时间-零交叉。在实际应用中,有两个重要的噪声源:探头升起和层间间隙。这些噪声源会使上述组件在缺陷检测和分类中失效。本文提出了一种新的智能方法,用于检测和分类存在间隙和升力的双层结构中的腐蚀缺陷。在 PEC 信号中应用独立分量分析和主分量分析进行特征提取,并应用费雪线性判别法进行分类,从而实现了多层结构中材料损耗的自动表征。将结果与基于 PEC 信号的传统方法进行比较,可以看出后处理方法在检测和量化腐蚀方面的重要性。
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来源期刊
Materials Evaluation
Materials Evaluation 工程技术-材料科学:表征与测试
CiteScore
0.90
自引率
16.70%
发文量
35
审稿时长
6-12 weeks
期刊介绍: Materials Evaluation publishes articles, news and features intended to increase the NDT practitioner’s knowledge of the science and technology involved in the field, bringing informative articles to the NDT public while highlighting the ongoing efforts of ASNT to fulfill its mission. M.E. is a peer-reviewed journal, relying on technicians and researchers to help grow and educate its members by providing relevant, cutting-edge and exclusive content containing technical details and discussions. The only periodical of its kind, M.E. is circulated to members and nonmember paid subscribers. The magazine is truly international in scope, with readers in over 90 nations. The journal’s history and archive reaches back to the earliest formative days of the Society.
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